Dataset statistics
| Number of variables | 5 |
|---|---|
| Number of observations | 35041 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 40.0 B |
Variable types
| DateTime | 1 |
|---|---|
| TimeSeries | 4 |
Timeseries statistics
| Number of series | 4 |
|---|---|
| Time series length | 35041 |
| Starting point | 0 |
| Ending point | 35040 |
| Period | 1 |
Reproduction
| Analysis started | 2023-10-30 01:24:36.797942 |
|---|---|
| Analysis finished | 2023-10-30 01:25:12.434375 |
| Duration | 35.64 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
Date
Date
UNIQUE
| Distinct | 35041 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 273.9 KiB |
| Minimum | 2013-01-01 00:00:00 |
|---|---|
| Maximum | 2016-12-31 00:00:00 |
Histogram with fixed size bins (bins=50)
BE
Numeric time series
NON STATIONARY SEASONAL
| Distinct | 7093 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.37932936 |
|---|---|
| Minimum | -200 |
| Maximum | 696.02 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 273.9 KiB |
Quantile statistics
| Minimum | -200 |
|---|---|
| 5-th percentile | 16.77 |
| Q1 | 30.93 |
| median | 41 |
| Q3 | 52 |
| 95-th percentile | 69.46 |
| Maximum | 696.02 |
| Range | 896.02 |
| Interquartile range (IQR) | 21.07 |
Descriptive statistics
| Standard deviation | 20.09964039 |
|---|---|
| Coefficient of variation (CV) | 0.4742793408 |
| Kurtosis | 124.6351239 |
| Mean | 42.37932936 |
| Median Absolute Deviation (MAD) | 10.47 |
| Skewness | 5.710998491 |
| Sum | 1485014.08 |
| Variance | 403.9955439 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 8.935337175 × 10-27 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | nan |
| max | nan |
| mean | nan |
| std | 0 |
| Value | Count | Frequency (%) |
| 50 | 217 | 0.6% |
| 40 | 204 | 0.6% |
| 45 | 194 | 0.6% |
| 44.94 | 186 | 0.5% |
| 39.94 | 166 | 0.5% |
| 60 | 163 | 0.5% |
| 42.44 | 158 | 0.5% |
| 55 | 152 | 0.4% |
| 35 | 135 | 0.4% |
| 47.44 | 124 | 0.4% |
| Other values (7083) | 33342 |
| Value | Count | Frequency (%) |
| -200 | 3 | |
| -154.02 | 1 | < 0.1% |
| -100.03 | 1 | < 0.1% |
| -100 | 1 | < 0.1% |
| -58.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 696.02 | 1 | < 0.1% |
| 678.31 | 1 | < 0.1% |
| 579.53 | 1 | < 0.1% |
| 448.7 | 5 | |
| 399 | 2 | < 0.1% |
ACF and PACF
DE
Numeric time series
NON STATIONARY SEASONAL
| Distinct | 6360 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.78240347 |
|---|---|
| Minimum | -130.09 |
| Maximum | 130.27 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Memory size | 273.9 KiB |
Quantile statistics
| Minimum | -130.09 |
|---|---|
| 5-th percentile | 11.93 |
| Q1 | 24.94 |
| median | 31.61 |
| Q3 | 40.01 |
| 95-th percentile | 57.36 |
| Maximum | 130.27 |
| Range | 260.36 |
| Interquartile range (IQR) | 15.07 |
Descriptive statistics
| Standard deviation | 14.06566308 |
|---|---|
| Coefficient of variation (CV) | 0.429061374 |
| Kurtosis | 4.252154989 |
| Mean | 32.78240347 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0.01069114626 |
| Sum | 1148728.2 |
| Variance | 197.8428778 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 4.493114461 × 10-30 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | nan |
| max | nan |
| mean | nan |
| std | 0 |
| Value | Count | Frequency (%) |
| 34.94 | 52 | 0.1% |
| 30 | 51 | 0.1% |
| 35 | 47 | 0.1% |
| 30.03 | 46 | 0.1% |
| 40 | 42 | 0.1% |
| 30.01 | 40 | 0.1% |
| 28.08 | 36 | 0.1% |
| 34.95 | 35 | 0.1% |
| 30.06 | 35 | 0.1% |
| 29 | 35 | 0.1% |
| Other values (6350) | 34622 |
| Value | Count | Frequency (%) |
| -130.09 | 1 | |
| -100.06 | 1 | |
| -100.03 | 1 | |
| -100 | 1 | |
| -82.06 | 1 |
| Value | Count | Frequency (%) |
| 130.27 | 1 | |
| 120.16 | 1 | |
| 116.53 | 1 | |
| 114.32 | 1 | |
| 110.24 | 1 |
ACF and PACF
FR
Numeric time series
NON STATIONARY SEASONAL
| Distinct | 8071 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.26043101 |
|---|---|
| Minimum | -200 |
| Maximum | 874.01 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 273.9 KiB |
Quantile statistics
| Minimum | -200 |
|---|---|
| 5-th percentile | 13.6 |
| Q1 | 26.4 |
| median | 36.76 |
| Q3 | 48.44 |
| 95-th percentile | 66.37 |
| Maximum | 874.01 |
| Range | 1074.01 |
| Interquartile range (IQR) | 22.04 |
Descriptive statistics
| Standard deviation | 18.79487027 |
|---|---|
| Coefficient of variation (CV) | 0.4912351946 |
| Kurtosis | 311.3151931 |
| Mean | 38.26043101 |
| Median Absolute Deviation (MAD) | 10.97 |
| Skewness | 7.714939884 |
| Sum | 1340683.763 |
| Variance | 353.2471485 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 4.348024523 × 10-23 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | nan |
| max | nan |
| mean | nan |
| std | 0 |
| Value | Count | Frequency (%) |
| 50 | 82 | 0.2% |
| 40 | 66 | 0.2% |
| 45 | 62 | 0.2% |
| 35 | 55 | 0.2% |
| 60 | 45 | 0.1% |
| 44 | 44 | 0.1% |
| 30 | 43 | 0.1% |
| 34.94 | 40 | 0.1% |
| 55 | 40 | 0.1% |
| 44.94 | 40 | 0.1% |
| Other values (8061) | 34524 |
| Value | Count | Frequency (%) |
| -200 | 3 | |
| -154.02 | 1 | < 0.1% |
| -100.03 | 1 | < 0.1% |
| -100 | 1 | < 0.1% |
| -58.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 874.01 | 1 | |
| 850.07 | 1 | |
| 829.79 | 1 | |
| 429.46 | 1 | |
| 267.65 | 1 |
ACF and PACF
NP
Numeric time series
NON STATIONARY SEASONAL
| Distinct | 4816 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.90000927 |
|---|---|
| Minimum | 1.14 |
| Maximum | 199.97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 273.9 KiB |
Quantile statistics
| Minimum | 1.14 |
|---|---|
| 5-th percentile | 13.03 |
| Q1 | 23.25 |
| median | 28.61 |
| Q3 | 34.71 |
| 95-th percentile | 43.78 |
| Maximum | 199.97 |
| Range | 198.83 |
| Interquartile range (IQR) | 11.46 |
Descriptive statistics
| Standard deviation | 9.643763669 |
|---|---|
| Coefficient of variation (CV) | 0.3336941375 |
| Kurtosis | 12.51893558 |
| Mean | 28.90000927 |
| Median Absolute Deviation (MAD) | 5.7 |
| Skewness | 1.105921821 |
| Sum | 1012685.225 |
| Variance | 93.00217771 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 1.262429726 × 10-8 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | nan |
| max | nan |
| mean | nan |
| std | 0 |
| Value | Count | Frequency (%) |
| 25.03 | 32 | 0.1% |
| 23.91 | 32 | 0.1% |
| 32.25 | 30 | 0.1% |
| 30.92 | 30 | 0.1% |
| 25.05 | 29 | 0.1% |
| 25.97 | 29 | 0.1% |
| 26.13 | 28 | 0.1% |
| 24.54 | 28 | 0.1% |
| 25.1 | 28 | 0.1% |
| 28.02 | 28 | 0.1% |
| Other values (4806) | 34747 |
| Value | Count | Frequency (%) |
| 1.14 | 1 | |
| 1.15 | 1 | |
| 1.18 | 1 | |
| 1.27 | 1 | |
| 1.38 | 1 |
| Value | Count | Frequency (%) |
| 199.97 | 1 | |
| 199.94 | 1 | |
| 168.64 | 1 | |
| 160.03 | 1 | |
| 160 | 1 |
ACF and PACF
| BE | DE | FR | NP | |
|---|---|---|---|---|
| BE | 1.000 | 0.738 | 0.858 | 0.523 |
| DE | 0.738 | 1.000 | 0.786 | 0.544 |
| FR | 0.858 | 0.786 | 1.000 | 0.513 |
| NP | 0.523 | 0.544 | 0.513 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.